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Papers Benchmarks Datasets Tasks

VL-Checklist dataset and benchmarks · SOTA2 Research

Research Datasets

VL-Checklist

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Compositional Reasoning

VL-Checklist

81.8Attribute Score

47

Image-Text Matching

VL-Checklist

0.258AURC

23

Vision-Language Probing

VL-CheckList (test)

86.9Object: Avg

17

Hard-negative classification

VL-CheckList Object

71.2Score (Center)

6

Compositional Vision-Language Evaluation

VL-CheckList-VG

71.29VLC Object Accuracy

4

Vision-Language Alignment

VL-Checklist VG-spatial

63.5Accuracy

4

Popular tasks

Compositional Reasoning Image-Text Matching Vision-Language Probing Hard-negative classification Vision-Language Alignment

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